An interactive design method for personalized customization scheme facing demand change

Abstract

This invention discloses an interactive design method for personalized customization solutions oriented towards changing requirements. The method begins with extracting user interactive requirement features, and then uses a knowledge graph to verify the support of new requirements against existing manufacturing capabilities and embed knowledge, constructing a two-way verification mechanism for requirements and capabilities. Based on this, a semantic plasticity valve is built, incorporating a cross-attention mechanism, a multilayer perceptron, and a relevance perception gating unit. This allows for in-depth interactive modeling of sub-intents at different interaction rounds, integrating dynamically changing historical and new requirements into a unified fusion requirement matrix. Finally, a customized solution is generated through precise matching with nodes within the knowledge graph. This method uses the existing manufacturing capabilities of the production workshop as a hard evaluation criterion to verify their support for new and changing requirements, thereby achieving interactive design of customized solutions based on the effective integration of historical and incremental requirements.

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